{"id":"W3015975658","doi":"10.1016/j.ajog.2020.04.004","title":"A genome-wide association study of polycystic ovary syndrome identified from electronic health records","year":2020,"lang":"en","type":"article","venue":"American Journal of Obstetrics and Gynecology","topic":"Ovarian function and disorders","field":"Medicine","cited_by":103,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Infection and Immunity; Medical Research Council; National Institutes of Health","keywords":"Polycystic ovary; Genome-wide association study; Medicine; Genetic association; Biobank; Population; Genetics; Gynecology; Bioinformatics; Internal medicine; Biology; Single-nucleotide polymorphism; Genotype","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003429757,0.0001038789,0.000700231,0.0002610208,0.00004751611,0.00001078651,0.00007781567,0.00004598492,0.0001098065],"category_scores_gemma":[0.007369896,0.00009463193,0.000082643,0.0007451759,0.00004486441,0.00005212533,0.00002739917,0.0003419584,0.000004851568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002849324,"about_ca_system_score_gemma":0.000440356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001600343,"about_ca_topic_score_gemma":0.00001847891,"domain_scores_codex":[0.9984941,0.0001969297,0.0006394932,0.0001606992,0.0002668953,0.0002418755],"domain_scores_gemma":[0.9954332,0.002848796,0.001185045,0.00009778063,0.0001854453,0.0002497382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005456361,0.0008750359,0.9710201,0.00002734211,0.0009374614,0.0002086922,0.002513953,0.00003041133,0.0001492368,0.00001125141,0.0007439486,0.0229369],"study_design_scores_gemma":[0.003994543,0.02034379,0.9652585,0.000008844447,0.0002302222,0.0000363282,0.00680169,0.00004914104,0.000002322688,0.00008902836,0.003103587,0.00008197294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913955,0.001675159,0.0005046218,0.005618908,0.0005423477,0.0001905101,0.000005184628,0.000008346109,0.00005944516],"genre_scores_gemma":[0.995517,0.0005917796,0.0001740018,0.003599427,0.00003811696,0.000001534037,0.000005446609,0.00001306919,0.00005959496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02285493,"threshold_uncertainty_score":0.8822986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379875688016247,"score_gpt":0.2563321071224443,"score_spread":0.2425333502422818,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}